Fuzzy-Neuro Approach to Agent Applications: From the AI Perspective to Modern Ontology

ISBN-13: 9783642059490 / Angielski / Miękka / 2010 / 376 str.

Raymond S. T. Lee

Opis

Anything happens must have its own reason . Although I cannot really recall exactly when I heard of this statement for the first time, it is always in my mind and in fact it has been one of the motivations for me to carry out research and study. When I asked myself again about the purpose of writing this book at the time of writing this preface, several add on rea sons that had never occurred to me at the start of writing this book in the spring of 2003 surprisingly came up. Back then, when I was preparing the progress report for the iJADE (2. 0) project, a fuzzy idea of whether it was feasible to write a book on intelli gent agents came to my mind. This book not only would discuss and deal with the theory but also the spin off applications from the iJADE pro ject, including: the iJADE WeatherMan, the iJADE Stock Advisor, the iJADE Surveillant and the latest works on iJADE Negotiator. The fact that I had to launch the iJADE development kit officially over the Web in the summer of 2003 (http: //www. ijadk. org) and to arrange courses and semi nars to teach and train our undergraduate students to make use of this tool kit further supported the idea and the future use of this book. Hence, the archetype of this book emerged."

Spis treści

Concepts and Theories.- The Search for Human Intelligence.- From AI to IA — The Emergence of Agent Technology.- AI Techniques for Agent Construction.- Applications of Intelligent Agents Using iJADK.- The Design and Implementation of an Intelligent Agent-Based System Using iJADK.- iJADE WShopper — Intelligent Mobile Shopping Based on Fuzzy-Neuro Shopping Agents.- iJADE WeatherMAN — A Weather Forecasting Agent Using the Fuzzy Neural Network Model.- iJADE Stock Advisor — An Intelligent Agent-Based Stock Prediction System Using the Hybrid RBF Recurrent Network.- iJADE Surveillant — A Multi-resolution Neuro-oscillatory Agent-Based Surveillance System.- iJADE Negotiator — An Intelligent Fuzzy Agent-Based Negotiation System for Internet Shopping.- Future Agent Technology — Modern Ontology and Ontological Agent Technologies (OAT).

Blurb

The book provides a full explanation of the concepts and theories of intelligent agents and agent-based systems. Providing a comprehensive theoretical background, the author covers modern artificial intelligence topics such as ontologies, neural networks, chaos theory, fuzzy logics and genetic algorithms. Finally, the author details how the iJADK toolkit (intelligent Java agent development kit for intelligent e-business applications) can be used in the design and implementation phases of real applications.

The book can be adopted as the main textbook for courses on intelligent agents, advanced topics in AI or contemporary AI technologies; application developers can use it as a complete technical guide and reference manual for the iJADK toolkit; and researchers can use it as a comprehensive reference book on modern AI techniques, and will benefit particularly from the book’s extensive literature survey.